Personal tools

Category theory/Natural transformation

From HaskellWiki

< Category theory(Difference between revisions)
Jump to: navigation, search
(Natural transformation and functor: Type inference “dissolves” the main point, thus there is no “materialized” manifestation of it in a Haskell program)
m (Typographic cirections, rephrasing, more links)
Line 13: Line 13:
 
</haskell>
 
</haskell>
   
In the followings, this example will be used to illustrate the notion of natural transformation.
+
In the followings, this example will be used to illustrate the notion of natural transformation. If the examples are exaggerated and/or the definitions are incomprehendable, try [[#External links]].
   
 
== Definition ==
 
== Definition ==
Line 154: Line 154:
 
</haskell>
 
</haskell>
   
Let us imagine we have any processing (storing, archiving etc.) function which processes lists (or any other reason which forces us to convert our results tu list fomrat instead of lists). (Maybe all this example is unparactical and exaggerated!)
+
Let us imagine we have any processing (storing, archiving etc.) function which processes lists (or any other reason which forces us to convert our results to list format and exclude any Maybe's). (Perhaps, all this example is unparactical and exaggerated, because in real life we should solve the whole thing in other ways.)
   
 
We can convert <hask>Maybe</hask> to list with <hask>maybeToList</hask>
 
We can convert <hask>Maybe</hask> to list with <hask>maybeToList</hask>

Revision as of 09:35, 4 October 2006

Contents

1 Example:
maybeToList

 map even $ maybeToList $ Just 5

yields the same as

 maybeToList $ fmap even $ Just 5

yields: both yield

 [False]

In the followings, this example will be used to illustrate the notion of natural transformation. If the examples are exaggerated and/or the definitions are incomprehendable, try #External links.

2 Definition

  • Let \mathcal C, \mathcal D denote categories.
  • Let \Phi, \Psi : \mathcal C \to \mathcal D be functors.
  • Let X, Y \in \mathbf{Ob}(\mathcal C). Let f \in \mathrm{Hom}_{\mathcal C}(X, Y).

Let us define the \eta : \Phi \to \Psi natural transformation. It associates to each object of \mathcal{C} a morphism of \mathcal{D} in the following way (usually, not sets are discussed here, but proper classes, so I do not use term “function” for this \mathbf{Ob}(\mathcal C) \to \mathbf{Mor}(\mathcal D) mapping):

  • \forall A \in \mathbf{Ob}(\mathcal C) \longmapsto \eta_A \in \mathrm{Hom}_{\mathcal D}(\Phi(A), \Psi(A)). We call ηA the component of η at A.
  • \eta_Y \cdot \Phi(f) = \Psi(f) \cdot \eta_X

Thus, the following diagram commutes (in \mathcal D):

Natural transformation.png

2.1 Vertical arrows: sides of objects

… showing how the natural transformation works.

\eta : \Phi \to \Psi
maybeToList :: Maybe a -> [a]

2.1.1 Left: side of X object

\eta_X : \Phi(X) \to \Psi(X)
maybeToList :: Maybe Int -> [Int]
Nothing
[]
Just 0
[0]
Just 1
[1]

2.1.2 Right: side of Y object

\eta_Y : \Phi(Y) \to \Psi(Y)
maybeToList :: Maybe Bool -> [Bool]
Nothing
[]
Just True
[True]
Just False
[False]

2.2 Horizontal arrows: sides of functors

f : X \to Y
 even :: Int -> Bool

2.2.1 Side of Φ functor

\Phi(f) : \Phi(X) \to \Phi(Y)
fmap even:: Maybe Int -> Maybe Bool
Nothing
Nothing
Just 0
Just True
Just 1
Just False

2.2.2 Side of Ψ functor

\Psi(f) : \Psi(X) \to \Psi(Y)
map even:: [Int] -> [Bool]
[]
[]
[0]
[True]
[1]
[False]

2.3 Commutativity of the diagram

\Psi(f) \cdot \eta_X = \eta_Y \cdot \Phi(f)

both paths span between

\Phi(X) \to \Psi(Y)
Maybe Int -> [Bool]
map even . maybeToList
maybeToList . fmap even
Nothing
[]
[]
Just 0
[True]
[True]
Just 1
[False]
[False]

2.4 Remarks

  • even
    has a more general type (
    Integral a => a -> Bool
    ) than described here
  • Words “side”, “horizontal”, “vertical”, “left”, “right” serve here only to point to the discussed parts of a diagram, thus, they are not part of the scientific terminology.
  • If You want to modifiy the commutative diagram, see its source code (in LaTeX using amscd).

3 Operations

3.1 Functor and natural transformation

Let us imagine a parser library, which contains functions for parsing a form. There are two kinds of cells:

  • containing data which are optional (e.g. name of spouse)
  • containing data which consist of an enumaration of items (e.g. names of acquired languages)
 spouse :: Parser (Maybe String)
 languages :: Parser [String]

Let us imagine we have any processing (storing, archiving etc.) function which processes lists (or any other reason which forces us to convert our results to list format and exclude any Maybe's). (Perhaps, all this example is unparactical and exaggerated, because in real life we should solve the whole thing in other ways.)

We can convert
Maybe
to list with
maybeToList
But if we want to do something similar with a parser on Maybe's to achieve a parser on list, then
maybeToList
is not enough alone, we must
fmap
it. E.g. if we want to convert a parser like
spouse
to be of the same type as
languages
:
 fmap maybeToList spouse

Let us see the types: We start with

 spouse :: Parser (Maybe String)
Λ(Φ(X))

or using notion of composing functors

(ΛΦ)(X)

We want to achieve

 fmap maybeToList spouse :: Parser [String]
Λ(Ψ(X))
(ΛΨ)(X)

thus we can infer

 fmap maybeToList :: Parser (Maybe [String]) -> Parser [String]
\mathrm{Hom}{(\Lambda\Phi)(X),\;(\Lambda\Psi)(X)}

In fact, we have a new “datatype converter”: converting not Maybe's to lists, but parser on Maybe to Parser on list. Let us notate the corresponding natural transformation with Λη:

To each X \in \mathbf{Ob}(\mathcal C) we associate (\Lambda\eta)_X \in \mathrm{Hom}_{\mathcal D}(\Lambda\Phi)(X),\;(\Lambda\Psi)(X))
\Lambda\eta : \Lambda\Phi \to \Lambda\Psi
(Λη)X = Λ(ηX)

3.2 Natural transformation and functor

\eta\Delta : \Phi\Delta \to \Psi\Delta
(ηΔ)X = ηΔ(X)

It can be illustrated by Haskell examples, too. Understanding it is made harder (easier?) by the fact that Haskell's type inference “dissolves” the main point, thus there is no “materialized” manifestation of it.

4 External links